
Shopify has a built in free connector for Analytics and Ads as part of the Google & YouTube Sales Channel. This was built in 2023 and is maintained by Shopify.

BlackCrow's machine learning is designed to understand your most valuable customers and help you acquire more of them.
| Feature | Google Sales Channel | Black Crow AI | Littledata |
|---|---|---|---|
| Customer data to marketing platforms | ✔️ | ✔️ | ✔️ |
| 30 day free trial | ✔️ | ✔️ | ✔️ |
| Fully automatic, no code setup | ✔️ | ✔️ | |
| Identity resolution to boost audiences | ✔️ | ✔️ | |
| Direct from Shopify's servers | ✔️ | ✔️ | |
| Works with platforms other than Shopify | ✔️ | ||
| Founder owned and led | ✔️ | ||
| Natively supports Shopify Markets | ✔️ | ||
| Automatic tracking of checkout steps | ✔️ |
Google Sales Channel offers a seamless integration with Shopify for tracking and data collection, focusing on Analytics and Ads with a no-code setup. However, it is limited to Shopify. Black Crow AI enhances audience targeting through identity resolution and works with multiple platforms, but lacks automatic tracking of checkout steps. Littledata excels with server-side tracking, automatic checkout step tracking, and is founder-led, providing a more comprehensive solution for data collection and audience insights across various platforms.
| Google Sales Channel | Black Crow AI | Littledata | |
|---|---|---|---|
| Example product review | "I have an online store that sells home decor products, but Google says that I sell products with adult content. It says I have policy issues and missing shipping information, but it's not specific or provides any further information, so it's impossible to fix without knowing what's wrong. What a nightmare!" | "Not all of their offerings were as helpful for a subscription brand with one product...they'll do a better job anticipating edge cases like ours in the future." | "We were having difficulties with accurate and consistent revenue attribution...With Littledata implemented, we now get consistent and accurate revenue attribution." |
| Example support review | "Google support is robotic... they keep pointing us to articles after articles to read. This has become such a big headache." | "Customer support is lacking, and responses are slow... not what I expected from a company of this caliber." | "Customer support is absolutely amazing... you can never go wrong when an app does what it says and tacks on great service!" |
| Link | Read more reviews |
| Store size | Google Sales Channel | Black Crow AI | Littledata |
|---|---|---|---|
| 50 orders / month | $0 | $500 | $39 |
| 500 orders / month | $0 | $500 | $199 |
| 5,000 orders / month | $0 | $1500 | $449 |
| 20,000 orders / month | $0 | $5000 | $1390 |
For an online store with 50 orders, Black Crow AI is 1,200% more expensive than Littledata. At 500 orders, Black Crow AI is 0% (free) while Littledata costs 100%. With 5,000 orders, Black Crow AI is 329% more expensive than Littledata. At 20,000 orders, Black Crow AI is 526% more expensive than Littledata. Throughout all order volumes, Google Sales Channel remains free, highlighting significant price disparities, especially with Black Crow AI's increasing costs relative to Littledata.
| Destination | Google Sales Channel | Black Crow AI | Littledata |
|---|---|---|---|
| Google Analytics | ✔️ | ✔️ | |
| Google Ads | ✔️ | ✔️ | |
| Klaviyo | ✔️ | ✔️ | |
| Attentive | ✔️ | ✔️ | |
| Meta Ads | ✔️ | ||
| TikTok | ✔️ | ||
| ✔️ | |||
| Segment | ✔️ |
Google Sales Channel focuses on integrating e-commerce data with Google Analytics and Google Ads, enabling performance tracking and ad optimization. Black Crow AI emphasizes customer engagement through platforms like Klaviyo and Attentive, enhancing personalized marketing efforts. Littledata offers a broader range of integrations, including Google Analytics, Meta Ads, TikTok, Pinterest, Klaviyo, Google Ads, and Segment, allowing for comprehensive tracking across multiple channels and platforms. This diversity enables more detailed insights into customer behavior and marketing effectiveness, facilitating data-driven decisions across various marketing strategies.
